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Search Results for "correlation"

Found 25 matching component(s)

  • class DataAnalysisService

    Service class for managing data analysis operations within document sections, integrating with SmartStat components for statistical analysis, dataset processing, and visualization generation.

    File: /tf/active/vicechatdev/vice_ai/data_analysis_service.py

    data-analysis statistical-analysis session-management dataset-processing visualization

  • class AnalysisType

    An enumeration class that defines standardized types of statistical analyses available in the system.

    File: /tf/active/vicechatdev/vice_ai/models.py

    enum enumeration statistical-analysis analysis-types constants

  • class StatisticalAgent

    LLM-powered statistical analysis agent

    File: /tf/active/vicechatdev/vice_ai/statistical_agent.py

    class statisticalagent

  • function perform_analysis

    Performs comprehensive statistical analysis on grouped biological/experimental data, including descriptive statistics, correlation analysis, ANOVA testing, and visualization of infection levels and growth performance across different groups.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/e1ecec5f-4ea5-49c5-b4f5-d051ce851294/project_1/analysis.py

    statistical-analysis data-analysis ANOVA correlation visualization

  • function correlation_significance

    Calculates Pearson correlation coefficient and statistical significance (p-value) between two numeric arrays, handling NaN values automatically.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/d1e252f5-950c-4ad7-b425-86b4b02c3c62/analysis_7.py

    statistics correlation pearson p-value significance-testing

  • function main_v56

    Performs comprehensive exploratory data analysis on a broiler chicken performance dataset, analyzing the correlation between Eimeria infection and performance measures (weight gain, feed conversion ratio, mortality rate) across different treatments and challenge regimens.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/343f5578-64e0-4101-84bd-5824b3c15deb/project_1/analysis.py

    data-analysis exploratory-data-analysis veterinary-research poultry-health correlation-analysis

  • function calculate_correlations

    Calculates both Pearson and Spearman correlation coefficients between Eimeria variables and performance variables, filtering out missing values and identifying statistically significant relationships.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    correlation statistics data-analysis pearson spearman

  • function grouped_correlation_analysis

    Performs Pearson correlation analysis between Eimeria-related variables and performance variables, grouped by specified categorical variables (e.g., treatment, challenge groups).

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    correlation-analysis grouped-analysis statistical-analysis pearson-correlation eimeria

  • function create_correlation_heatmap

    Generates and saves a correlation heatmap visualizing the relationships between Eimeria infection indicators and performance measures from a pandas DataFrame.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    visualization correlation heatmap data-analysis statistics

  • function create_scatter_plots

    Creates scatter plots with linear regression lines showing relationships between Eimeria variables and performance variables, grouped by categorical variables, and saves them as PNG files.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    data-visualization scatter-plot regression-analysis correlation pearson-correlation

  • function create_grouped_correlation_plot

    Creates and saves a dual-panel heatmap visualization showing correlation matrices grouped by treatment and challenge regimen variables.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    visualization correlation heatmap grouped-analysis data-visualization

  • function generate_conclusions

    Generates and prints comprehensive statistical conclusions from correlation analysis between Eimeria infection variables and broiler performance measures, including overall and group-specific findings.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    statistical-analysis correlation reporting data-analysis veterinary-research

  • function export_results

    Exports correlation analysis results to multiple CSV files, including overall correlations, grouped correlations, and significant findings.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    data-export csv file-io correlation-analysis results-persistence

  • function main_v26

    Orchestrates a complete correlation analysis pipeline for Eimeria infection and broiler performance data, from data loading through visualization and results export.

    File: /tf/active/vicechatdev/vice_ai/smartstat_scripts/5a059cb7-3903-4020-8519-14198d1f39c9/analysis_1.py

    data-analysis correlation statistics veterinary agriculture

  • class AnalysisRequest

    A dataclass that encapsulates an analysis request combining data retrieval requirements and statistical analysis specifications.

    File: /tf/active/vicechatdev/full_smartstat/enhanced_sql_workflow.py

    dataclass analysis request data-retrieval statistical-analysis

  • class EnhancedSQLWorkflow

    Enhanced SQL workflow with iterative optimization

    File: /tf/active/vicechatdev/full_smartstat/enhanced_sql_workflow.py

    class enhancedsqlworkflow

  • function demo_analysis_workflow

    Demonstrates a complete end-to-end statistical analysis workflow using the SmartStat system, including session creation, data loading, natural language query processing, analysis execution, and result interpretation.

    File: /tf/active/vicechatdev/full_smartstat/demo.py

    demo workflow statistical-analysis natural-language-processing data-analysis

  • function demo_statistical_agent

    Demonstrates the capabilities of a statistical agent by testing query interpretation on sample data with various statistical analysis queries.

    File: /tf/active/vicechatdev/full_smartstat/demo.py

    demo testing statistical-analysis agent query-interpretation

  • class StatisticalAgent_v1

    LLM-powered statistical analysis agent

    File: /tf/active/vicechatdev/full_smartstat/statistical_agent.py

    class statisticalagent

  • class StatisticalAgent_v2

    LLM-powered statistical analysis agent

    File: /tf/active/vicechatdev/smartstat/statistical_agent.py

    class statisticalagent

  • function main_v55

    Performs statistical analysis to determine the correlation between antibiotic use frequency and vaccination modes (in-ovo vs non-in-ovo), generating visualizations and saving results to files.

    File: /tf/active/vicechatdev/smartstat/output/b7a013ae-a461-4aca-abae-9ed243119494/analysis_6cdbc6c8/analysis.py

    statistical-analysis correlation data-visualization pearson-correlation antibiotic-analysis

  • class GridMatrix

    GridMatrix is a container class for heterogeneous Element types arranged in a grid layout where axes don't represent coordinate space but are used to plot various dimensions against each other.

    File: /tf/active/vicechatdev/patches/spaces.py

    visualization grid-layout container multi-dimensional plotting

  • class Config_v5

    A hierarchical configuration manager that loads and manages settings from multiple sources (defaults, files, environment variables) with support for nested structures and dynamic updates.

    File: /tf/active/vicechatdev/invoice_extraction/config.py

    configuration settings config-management yaml json

  • class TestLoggingUtils

    Unit test class for testing logging utilities including InvoiceExtractionLogger, PerformanceLogger, and get_logger function.

    File: /tf/active/vicechatdev/invoice_extraction/tests/test_utils.py

    testing unit-test logging unittest invoice-extraction

  • class InvoiceExtractionLogger

    A comprehensive logging configuration class for invoice extraction systems that provides console and file logging with optional JSON formatting, request tracking via correlation IDs, and configurable log levels.

    File: /tf/active/vicechatdev/invoice_extraction/utils/logging_utils.py

    logging configuration invoice-extraction json-logging request-tracking

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